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Combine common axes
These books are ranked using the premise + setting labels extracted for The Vault of Dreamers. Books rank higher when they are close on every selected axis.
Premise labels used: elite school, reality show, creativity experiment, dream mining, privacy invasion, student competition, conspiracy investigation, forced sleep
Setting labels used: future setting, boarding school, arts school, televised campus, high surveillance, reality TV world, induced sleep, creative arts environment
This does not mean the books share the same plot, setting, quality, or difficulty. It means their premise + setting embeddings are close.
In a rating-obsessed future school, six teens from different cliques unite after a cryptic warning upends their lives.
Why this is here
Premise labels: rating system · social mobility · elite school · cryptic messages · unlikely allies · teen conspiracy · status hierarchy
Setting labels: prestigious academy · high school · future society · near-future · dystopian society · school setting
Semantic match: ranked by premise + setting
Distance: 0.2067
At an elite boarding school, a grieving teen confronts a clone of her dead best friend and a web of secrets.
Why this is here
Premise labels: clones at school · dead best friend clone · elite academy secrets · identity crisis · clone rights · scientific scandal · hidden conspiracy · grieving heroine · forbidden attraction
Setting labels: boarding school · elite school · prestigious academy · near future · futuristic Earth · very near future · private school · secret island · lab setting · advanced technology
Semantic match: ranked by premise + setting
Distance: 0.2078
Gifted teens vanish into a billionaire-run system that surveils, sorts, and sells talent for a future of servitude.
Why this is here
Premise labels: high school disappearances · surveillance from birth · elite recruitment · child commodification · auction of talent · billionaire power · forced servitude · free will · choice under coercion · social control · mind control
Setting labels: high school · near future · dystopian future · surveillance state · online platform · private island · billionaire world · elite institutions · corporate power
Semantic match: ranked by premise + setting
Distance: 0.2079
A bullied teen’s buried grief cracks open a hidden power and pulls her toward a secret world she barely understands.
Why this is here
Premise labels: teen powers · emotional awakening · school bullying · hidden abilities · secret world · coming-of-age · disappearing parent · gifted teens · power eruption
Setting labels: high school · school setting · teen setting · contemporary setting · secret facility · hidden world · speculative reality
Semantic match: ranked by premise + setting
Distance: 0.2132
A troubled teen is sent to a secret island academy where time travel, stolen artifacts, and hidden agendas collide.
Why this is here
Premise labels: time travel · boarding school · secret academy · artifact theft · mysterious power · elite recruitment · remote island school · hidden agenda
Setting labels: remote island · off-the-grid school · boarding school · secret society · luxury setting · modern setting · historical past · time travel world
Semantic match: ranked by premise + setting
Distance: 0.2171
Four gifted children are recruited for a secret mission at a ruleless school where puzzles, codes, and danger await.
Why this is here
Premise labels: gifted children · secret mission · undercover school · logic puzzles · codebreaking · world threat · misfit team · hidden tests · adventure quest · child spies
Setting labels: contemporary reality · school setting · boarding school · secret underground tunnels · island setting · hidden lairs · classroom world · slightly fantastical reality · slightly futuristic reality · fictional institute
Semantic match: ranked by premise + setting
Distance: 0.2251
In a futuristic school where students experience history firsthand, twin siblings race to uncover a family secret.
Why this is here
Premise labels: futuristic school · historical immersion · family disappearance · clue trail · inventor secrets · time travel mystery · hidden invention · elite academy · race against time
Setting labels: future · 2074 · futuristic school · elite academy · boarding school · technological classroom · history simulation · alternate education · time travel setting
Semantic match: ranked by premise + setting
Distance: 0.2261
A brainwashed elite girl begins to uncover her real identity in a controlled future society built on lies.
Why this is here
Premise labels: hidden identity · memory loss · brainwashing · false reality · artificial world · second child · elite school · underground resistance · restricted society · identity crisis · love triangle · state control
Setting labels: post-apocalyptic future · artificial society · underground refuge · elite boarding school · cave system · city under surveillance · controlled environment · closed society · futuristic world · dystopian future
Semantic match: ranked by premise + setting
Distance: 0.2271
![Cover of 暗殺教室 14 [Ansatsu Kyōshitsu 14] by Yusei Matsui](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1429879002i/25372741.jpg)
Class E faces school-festival and final-exam battles, while a fierce principal rivalry pushes the class to prove itself.
Why this is here
Premise labels: school festival · exam competition · class rivalry · assassination mission · teacher-student relationship · underperforming class · top rankings · academic contest
Setting labels: middle school · school festival · school competition · classroom setting · schoolyard setting · fictional reality · extraterrestrial being
Semantic match: ranked by premise + setting
Distance: 0.2277
An ordinary student gets pulled into a school club hunting the supernatural, led by a girl who may bend reality.
Why this is here
Premise labels: high school club · supernatural search · alien hunters · time travelers · psychics · ordinary boy and eccentric girl · hidden paranormal members · world-altering powers
Setting labels: high school · school club · contemporary school life · urban fantasy · slice of life · supernatural reality
Semantic match: ranked by premise + setting
Distance: 0.2285
A secret third child must survive boarding school undercover while hiding his identity from classmates, teachers, and the state.
Why this is here
Premise labels: false identity · illegal child · undercover student · population control · secret survival · hiding in plain sight · school infiltration · authoritarian regime
Setting labels: boarding school · windowless school · woods · totalitarian society · dystopian future · school grounds
Semantic match: ranked by premise + setting
Distance: 0.2293
![Cover of 暗殺教室 13 [Ansatsu Kyōshitsu 13] by Yusei Matsui](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1426312336i/25138926.jpg)
As a deadly school deadline nears, Class E faces career counseling, class rivalry, and a student’s painful home life.
Why this is here
Premise labels: assassination school · teacher-student rivalry · career counseling · school competition · monster teacher · student future planning
Setting labels: junior high school · classroom setting · school festival · career counseling · school term deadline · class conflict · extraterrestrial setting
Semantic match: ranked by premise + setting
Distance: 0.2303
